Early Warning Mechanisms for Online Learning Behaviors Driven by Educational Big Data
eBook - ePub

Early Warning Mechanisms for Online Learning Behaviors Driven by Educational Big Data

  1. 208 pages
  2. English
  3. ePUB (mobile friendly)
  4. Available on iOS & Android
eBook - ePub

Early Warning Mechanisms for Online Learning Behaviors Driven by Educational Big Data

About this book

The book aims to design and construct early warning mechanisms based on the dynamic temporal tracking technology for online learning behaviors, driven by educational big data.

By studying a massive amount of learning behavior instances generated in various interactive learning environments worldwide, the book explores the continuous sequences of correlated learning behaviors and characteristics. From various angles, the authors have devised a series of early warning measures that could effectively solve multiple issues in learning behaviors driven by educational big data. Additionally, the book predicts patterns and identifies risks by analyzing the temporal sequences of the entire learning process. While presenting a range of theoretical achievements and technical solutions to improve and design new online learning mode, it also provides relevant technical ideas and methodologies for research on similar problems.

The book will attract scholars and students working on learning analytics and educational big data worldwide.

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Information

Publisher
Routledge
Year
2024
Print ISBN
9781032776811
eBook ISBN
9781040044476

Table of contents

  1. Cover
  2. Half Title
  3. Title Page
  4. Copyright Page
  5. Dedication
  6. Table of Contents
  7. List of figures
  8. List of tables
  9. Acknowledgments
  10. 1 Introduction
  11. 2 Multidimensional Temporal Fusion and Risk Prediction in Interactive Learning Process
  12. 3 Learning Enthusiasm Enabled Dynamic Early Warning Sequence Model
  13. 4 Early Warning Value Propagation Network for Continuous Learning Behaviors
  14. 5 Early Warning Pivot Space Model of Multi-Temporal Interactive Learning Process
  15. 6 Early Warning Model Design and Decision Application of Unbalanced Interactive Learning Behaviors
  16. 7 Cost Sensitivity Analysis and Adaptive Prediction of Unbalanced Interactive Learning Behaviors
  17. 8 Diagnostic Analysis Framework and Early Warning Mechanism of Forgettable Learning Behaviors
  18. 9 Conclusion
  19. Index

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Yes, you can access Early Warning Mechanisms for Online Learning Behaviors Driven by Educational Big Data by Xiaona Xia,Wanxue Qi in PDF and/or ePUB format, as well as other popular books in Computer Science & Educational Psychology. We have over 1.5 million books available in our catalogue for you to explore.